Major Data Science

2023/2024, First-cycle (engineer) programme, Full-time studies

Absolwenci studiów I stopnia kierunku Inżynieria i Analiza Danych posiadają wiedzę z zakresu nauk o Ziemi, informatyki oraz matematyki. Wiedza podparta umiejętnościami praktycznymi pozwala absolwentom tego kierunku na efektywną komunikacje w interdyscyplinarnych zespołach oraz podjęcie pracy w instytucjach oraz przedsiębiorstwach działających w sektorach, gdzie kluczową role odgrywają zagadnienia związane z analizą danych informatyką. Pomimo że kształcenie jest nakierowane na analizę danych w zagadnieniach geologii, geofizyki, geoinformatyki, górnictwa inżynierii i ochrony środowiska, itp., absolwenci tego kierunku mogą podjąć pracę w praktycznie każdym zespole zajmującym się akwizycją, przesyłem, składowaniem, analizą i interpretacją danych. Nabyte umiejętności stawiania sobie celów naukowych i kierowania ich realizacją pozwalają na podjęcie współpracy z innymi zespołami i tworzą znacznie lepsze perspektywy zatrudnienia, nie tylko w przemyśle, ale także instytucjach naukowych i badawczych w kraju i w Europie. Absolwent studiów inżynierskich (I stopnia) kierunku Inżynieria i Analiza Danych może kontynuować naukę na np. II stopniu studiów na kierunku Geoinformatyka.

Opiekun kierunku: prof. dr hab. inż. Andrzej Leśniak

Zobacz pełny opis kierunku

Program ustalony Uchwałą Senatu nr 113/2019 z dnia 26 czerwca 2019 r., zmieniony Uchwałą Senatu nr 13/2023 z dnia 1 lutego 2023 r.

List of courses - Winter semester, 2023/2024
Course	Number of hours	ECTS credits	Form of verification	Mandatoriness
Course details Lectures: 30 h Laboratory classes: 30 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 30	5	Exam	Obligatory
Course details Lectures: 45 h Auditorium classes: 60 h ECTS points: 6.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 45 Auditorium classes: 60	6	Exam	Obligatory
Course details Lectures: 30 h Auditorium classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 30 Auditorium classes: 30	4	Completing the classes	Obligatory
Course details Lectures: 30 h Laboratory classes: 15 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 15	4	Completing the classes	Obligatory
Physical Education 1 Course details Physical education classes: 30 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Physical education classes: 30	-	Completing the classes	Obligatory
Course details Lectures: 30 h Auditorium classes: 30 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Auditorium classes: 30	5	Exam	Obligatory
Course details Lectures: 30 h Laboratory classes: 45 h ECTS points: 6.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 45	6	Completing the classes	Obligatory
Sum	435	30

List of courses - Summer semester, 2023/2024
Course	Number of hours	ECTS credits	Form of verification	Mandatoriness
Course details Lectures: 30 h Auditorium classes: 15 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 30 Auditorium classes: 15	3	Completing the classes	Obligatory
Course details Lectures: 30 h Auditorium classes: 15 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 30 Auditorium classes: 15	4	Completing the classes	Obligatory
Physical Education 2 Course details Physical education classes: 15 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Physical education classes: 15	-	Completing the classes	Obligatory
Course details Lectures: 30 h Workshop classes: 30 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Workshop classes: 30	5	Exam	Obligatory
Course details Lectures: 30 h Auditorium classes: 60 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Auditorium classes: 60	5	Exam	Obligatory
Course details Laboratory classes: 45 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 45	4	Completing the classes	Obligatory
Course details Lectures: 30 h Laboratory classes: 30 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 30	5	Exam	Obligatory
Course details Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Lectures: 15 h ECTS points: 1.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15	1	Completing the classes	Obligatory
Course details ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Foreign language classes: 30	-	Completing the classes	Obligatory
Zasady wyboru: student ma możliwość wyboru języka innego niż angielski, jeżeli złożył już egzamin z języka angielskiego na poziomie B2 w AGH lub posiada równoważny (według kryteriów ESOKJ) certyfikat znajomości języka wymieniony w zał. nr 2 do uchwały nr 180/2016 Senatu AGH z 30 listopada 2016 r. w sprawie zasad nauki języków obcych w Akademii Górniczo–Hutniczej im. Stanisława Staszica w Krakowie
Course details Foreign language classes: 30 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Elective	Foreign language classes: 30	-	Completing the classes	Elective
Course details Foreign language classes: 30 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Elective	Foreign language classes: 30	-	Completing the classes	Elective
Course details Foreign language classes: 30 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Elective	Foreign language classes: 30	-	Completing the classes	Elective
Course details Foreign language classes: 30 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Elective	Foreign language classes: 30	-	Completing the classes	Elective
Course details Foreign language classes: 30 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Elective	Foreign language classes: 30	-	Completing the classes	Elective
Sum	435	30

List of courses - Winter semester, 2024/2025
Course	Number of hours	ECTS credits	Form of verification	Mandatoriness
Course details Laboratory classes: 45 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 45	3	Completing the classes	Obligatory
Course details Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Completing the classes	Obligatory
Physical Education 3 Course details Physical education classes: 15 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Physical education classes: 15	-	Completing the classes	Obligatory
Course details Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Exam	Obligatory
Course details Lectures: 30 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 30	4	Exam	Obligatory
Course details Laboratory classes: 30 h ECTS points: 2.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 30	2	Completing the classes	Obligatory
Course details ECTS points: 8.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 60	8	Completing the classes	Obligatory
Zasady wyboru: Należy wybrać jeden moduł.
Course details ECTS points: 8.00 Form of verification: Completing the classes Mandatoriness: Elective	Lectures: 30 Laboratory classes: 60	8	Completing the classes	Elective
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details ECTS points: 8.00 Form of verification: Completing the classes Mandatoriness: Elective	Lectures: 30 Laboratory classes: 60	8	Completing the classes	Elective
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Foreign language classes: 45	-	Completing the classes	Obligatory
Zasady wyboru: student ma możliwość wyboru języka innego niż angielski, jeżeli złożył już egzamin z języka angielskiego na poziomie B2 w AGH lub posiada równoważny (według kryteriów ESOKJ) certyfikat znajomości języka wymieniony w zał. nr 2 do uchwały nr 180/2016 Senatu AGH z 30 listopada 2016 r. w sprawie zasad nauki języków obcych w Akademii Górniczo–Hutniczej im. Stanisława Staszica w Krakowie
Course details Foreign language classes: 45 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Elective	Foreign language classes: 45	-	Completing the classes	Elective
Course details Foreign language classes: 45 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Elective	Foreign language classes: 45	-	Completing the classes	Elective
Course details Foreign language classes: 45 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Elective	Foreign language classes: 45	-	Completing the classes	Elective
Course details Foreign language classes: 45 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Elective	Foreign language classes: 45	-	Completing the classes	Elective
Course details Foreign language classes: 45 h ECTS points: 0.00 Form of verification: Completing the classes Mandatoriness: Elective	Foreign language classes: 45	-	Completing the classes	Elective
Sum	435	30

List of courses - Summer semester, 2024/2025
Course	Number of hours	ECTS credits	Form of verification	Mandatoriness
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details Lectures: 45 h Auditorium classes: 30 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 45 Auditorium classes: 30	5	Exam	Obligatory
Course details Lectures: 15 h Laboratory classes: 45 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 45	3	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Lectures: 30 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 30	4	Exam	Obligatory
Course details ECTS points: 5.00 Form of verification: Exam Mandatoriness: Obligatory	Foreign language classes: 60	5	Exam	Obligatory
Zasady wyboru: student ma możliwość wyboru języka innego niż angielski, jeżeli złożył już egzamin z języka angielskiego na poziomie B2 w AGH lub posiada równoważny (według kryteriów ESOKJ) certyfikat znajomości języka wymieniony w zał. nr 2 do uchwały nr 180/2016 Senatu AGH z 30 listopada 2016 r. w sprawie zasad nauki języków obcych w Akademii Górniczo–Hutniczej im. Stanisława Staszica w Krakowie
Course details Foreign language classes: 60 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Elective	Foreign language classes: 60	5	Exam	Elective
Course details Foreign language classes: 60 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Elective	Foreign language classes: 60	5	Exam	Elective
Course details Foreign language classes: 60 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Elective	Foreign language classes: 60	5	Exam	Elective
Course details Foreign language classes: 60 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Elective	Foreign language classes: 60	5	Exam	Elective
Course details Foreign language classes: 60 h ECTS points: 5.00 Form of verification: Exam Mandatoriness: Elective	Foreign language classes: 60	5	Exam	Elective
Sum	405	30

List of courses - Winter semester, 2025/2026
Course	Number of hours	ECTS credits	Form of verification	Mandatoriness
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Exam	Obligatory
Course details Lectures: 30 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 30	4	Exam	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Lectures: 30 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 30	4	Exam	Obligatory
Course details ECTS points: 15.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Total number of contact hours: 195	15	Completing the classes	Obligatory
Zasady wyboru: Należy wybrać jeden moduł.
Course details ECTS points: 15.00 Form of verification: Completing the classes Mandatoriness: Elective	Total number of contact hours: 195	15	Completing the classes	Elective
Course details Laboratory classes: 60 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 60	4	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details ECTS points: 15.00 Form of verification: Completing the classes Mandatoriness: Elective	Total number of contact hours: 195	15	Completing the classes	Elective
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 45 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 45	4	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Sum	405	30

List of courses - Summer semester, 2025/2026
Course	Number of hours	ECTS credits	Form of verification	Mandatoriness
Course details Practical placement: 0 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Practical placement: 0	4	Completing the classes	Obligatory
Course details Laboratory classes: 45 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 45	3	Completing the classes	Obligatory
Course details Lectures: 30 h Laboratory classes: 45 h ECTS points: 4.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 45	4	Exam	Obligatory
Course details Lectures: 30 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 30 Laboratory classes: 30	3	Exam	Obligatory
Course details ECTS points: 5.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Total number of contact hours: 60	5	Completing the classes	Obligatory
Zasady wyboru: Student wybiera dwa przedmioty z Uczelnianej Bazy Przedmiotów Obieralnych
Subject chosen from AGH UST International Courses Course details Total number of contact hours: 60 h ECTS points: 5.00 Form of verification: Completing the classes Mandatoriness: Elective	Total number of contact hours: 60	5	Completing the classes	Elective
Course details ECTS points: 11.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 45 Laboratory classes: 90	11	Completing the classes	Obligatory
Zasady wyboru: Należy wybrać jeden moduł.
Course details ECTS points: 11.00 Form of verification: Completing the classes Mandatoriness: Elective	Lectures: 45 Laboratory classes: 90	11	Completing the classes	Elective
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Completing the classes	Obligatory
Course details ECTS points: 11.00 Form of verification: Completing the classes Mandatoriness: Elective	Lectures: 45 Laboratory classes: 90	11	Completing the classes	Elective
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Completing the classes	Obligatory
Course details Laboratory classes: 45 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Laboratory classes: 45	3	Completing the classes	Obligatory
Sum	375	30

List of courses - Winter semester, 2026/2027
Course	Number of hours	ECTS credits	Form of verification	Mandatoriness
Course details Diploma project: 0 h ECTS points: 15.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Diploma project: 0	15	Completing the classes	Obligatory
Course details ECTS points: 15.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Total number of contact hours: 195	15	Completing the classes	Obligatory
Zasady wyboru: Należy wybrać jeden moduł.
Course details ECTS points: 15.00 Form of verification: Completing the classes Mandatoriness: Elective	Total number of contact hours: 195	15	Completing the classes	Elective
Course details Seminars: 15 h ECTS points: 2.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Seminars: 15	2	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Exam	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Exam	Obligatory
Course details ECTS points: 15.00 Form of verification: Completing the classes Mandatoriness: Elective	Total number of contact hours: 195	15	Completing the classes	Elective
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Exam	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 4.00 Form of verification: Exam Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	4	Exam	Obligatory
Course details Seminars: 15 h ECTS points: 2.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Seminars: 15	2	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Completing the classes	Obligatory
Course details Lectures: 15 h Laboratory classes: 30 h ECTS points: 3.00 Form of verification: Completing the classes Mandatoriness: Obligatory	Lectures: 15 Laboratory classes: 30	3	Completing the classes	Obligatory
Sum	195	30